Course Catalog  > Data Science, AI, and ML  > AI and Generative AI  > AI for Developers
BUILD-CHATBOT

Building Intelligent Chatbots with ChatGPT Training

Leverage the power of ChatGPT to create innovative conversational AI applications for businesses or personal projects. This ChatGPT course gives attendees a solid understanding of essential concepts, techniques, and practical skills for creating, fine-tuning, and deploying chatbots powered by ChatGPT.

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Course Details

Duration

3 days

Skills Gained

  • Grasp the potential of ChatGPT in building chatbots and explore its core functionalities
  • Gain a foundational understanding of Natural Language Processing (NLP) and Machine Learning concepts relevant to ChatGPT
  • Set up your development environment and run a basic ChatGPT example using Hugging Face's Transformers library
  • Design and develop a chatbot tailored to your specific business needs using ChatGPT and Hugging Face
  • Fine-tune a pre-trained ChatGPT model for optimal performance within your unique use case
  • Work with advanced topics like transfer learning and multi-turn conversation management in ChatGPT
  • Discover methods to evaluate your chatbot's performance and employ feedback loops for continuous improvement
  • Gain an overview of deployment options, including cloud platforms like AWS and Google Cloud, to bring your chatbot to life

Prerequisites

  • One year of programming experience or one year of AI, ML, or Deep Learning experience
  • General understanding of computing concepts
Course Outline
  • Introduction to Building ChatGPT
    • Introduction to ChatGPT and its potential applications in chatbots and conversational AI
    • Overview of natural language processing and machine learning concepts without delving too deep into technical details
    • Explanation of how ChatGPT works and how it can be used to generate human-like responses
    • Overview of popular NLP frameworks and tools, with an emphasis on OpenAI and HuggingFace
    • Setting up the development environment
    • Running a simple example of ChatGPT using HuggingFace's Transformers library
  • Building Custom Chatbots with ChatGPT
    • Understanding the key components of a chatbot and how they work together
    • Identifying the specific needs and goals of your business and how ChatGPT can help achieve them
    • Developing a custom chatbot using ChatGPT and HuggingFace
    • Understanding how to fine-tune a pre-trained ChatGPT model for your specific use case
  • Advanced ChatGPT Concepts and Deployment
    • Exploring advanced concepts in ChatGPT such as transfer learning and multi-turn conversation
    • Understanding how to evaluate the performance of your chatbot and refine it through feedback loops
    • Overview of different types of deployment options, including cloud-based and on-premises solutions
    • Deploying your chatbot to a cloud platform such as AWS or Google Cloud Platform